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光学相干断层扫描-光学相干断层扫描血管造影分割:结合结构和血流信息以分割布鲁赫膜。

OCT-OCTA segmentation: combining structural and blood flow information to segment Bruch's membrane.

作者信息

Schottenhamml Julia, Moult Eric M, Ploner Stefan B, Chen Siyu, Novais Eduardo, Husvogt Lennart, Duker Jay S, Waheed Nadia K, Fujimoto James G, Maier Andreas K

机构信息

Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, 91058, Germany.

Department of Electrical Engineering and Computer Science, Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

出版信息

Biomed Opt Express. 2020 Dec 8;12(1):84-99. doi: 10.1364/BOE.398222. eCollection 2021 Jan 1.

Abstract

In this paper we present a fully automated graph-based segmentation algorithm that jointly uses optical coherence tomography (OCT) and OCT angiography (OCTA) data to segment Bruch's membrane (BM). This is especially valuable in cases where the spatial correlation between BM, which is usually not visible on OCT scans, and the retinal pigment epithelium (RPE), which is often used as a surrogate for segmenting BM, is distorted by pathology. We validated the performance of our proposed algorithm against manual segmentation in a total of 18 eyes from healthy controls and patients with diabetic retinopathy (DR), non-exudative age-related macular degeneration (AMD) (early/intermediate AMD, nascent geographic atrophy (nGA) and drusen-associated geographic atrophy (DAGA) and geographic atrophy (GA)), and choroidal neovascularization (CNV) with a mean absolute error of ∼0.91 pixel (∼4.1 μm). This paper suggests that OCT-OCTA segmentation may be a useful framework to complement the growing usage of OCTA in ophthalmic research and clinical communities.

摘要

在本文中,我们提出了一种基于图的全自动分割算法,该算法联合使用光学相干断层扫描(OCT)和OCT血管造影(OCTA)数据来分割布鲁赫膜(BM)。在BM(通常在OCT扫描中不可见)与视网膜色素上皮(RPE)(常被用作分割BM的替代物)之间的空间相关性因病理情况而扭曲的病例中,这一点尤其有价值。我们在总共18只来自健康对照者以及患有糖尿病性视网膜病变(DR)、非渗出性年龄相关性黄斑变性(AMD)(早期/中期AMD、新生地理性萎缩(nGA)和玻璃膜疣相关性地理性萎缩(DAGA)以及地理性萎缩(GA))和脉络膜新生血管(CNV)的患者的眼睛中,将我们提出的算法的性能与手动分割进行了验证,平均绝对误差约为0.91像素(约4.1μm)。本文表明,OCT-OCTA分割可能是一个有用的框架,可补充OCTA在眼科研究和临床领域日益广泛的应用。

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本文引用的文献

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Optical coherence tomography angiography.光学相干断层扫描血管造影术。
Prog Retin Eye Res. 2018 May;64:1-55. doi: 10.1016/j.preteyeres.2017.11.003. Epub 2017 Dec 8.

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